gen-ai-demo-3 / train.py
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from pathlib import Path
import openai
import pinecone
from llama_index import StorageContext, VectorStoreIndex, download_loader
from llama_index.vector_stores import PineconeVectorStore
from environments import PINECONE_API_KEY, PINECONE_INDEX, OPENAI_API_KEY
openai.api_key = OPENAI_API_KEY
print('Start Loading Data ...')
PagedCSVReader = download_loader("PagedCSVReader")
loader = PagedCSVReader(encoding="utf-8")
documents = loader.load_data(file=Path('train-assets/training-target-simple.csv'))
pinecone.init(
api_key=PINECONE_API_KEY,
environment='gcp-starter'
)
pinecone_index = pinecone.Index(PINECONE_INDEX)
vector_store = PineconeVectorStore(pinecone_index=pinecone_index)
storage_context = StorageContext.from_defaults(vector_store=vector_store)
index = VectorStoreIndex.from_documents(documents, storage_context=storage_context)
print('Done!')